{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from config import *\n",
    "from tools import *\n",
    "from Unet import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Restoring parameters from ./snapshot/Unet_Human_only.ckpt\n"
     ]
    }
   ],
   "source": [
    "img_path = explore_dir(\"./dataset/val_images/\")[1][:,np.newaxis]\n",
    "mask_path = explore_dir(\"./dataset/TrainVal_parsing_annotations/val_segmentations/\")[1][:,np.newaxis]\n",
    "val_paths = np.concatenate((img_path,mask_path), axis=1)\n",
    "\n",
    "val_dataset = np.array(Pool(processes=4).map(im_and_roi_read,val_paths)).transpose(1,0,2,3,4)\n",
    "val_img, val_roi = val_dataset\n",
    "val_data, val_label = separate_batches(val_img,val_roi, 100)\n",
    "\n",
    "tf.reset_default_graph()\n",
    "\n",
    "unet = Unet((128,128,3), (128,128,3),2)\n",
    "\n",
    "saver = tf.train.Saver()\n",
    "saver.restore(unet.sess, \"./snapshot/Unet_Human_only.ckpt\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[ Estimating Validation Dataset ]: 100%|██████████| 100/100 [03:40<00:00,  2.12s/it]\n"
     ]
    }
   ],
   "source": [
    "with tqdm(total=len(val_data)) as pbar:\n",
    "    pbar.set_description(\"[ Estimating Validation Dataset ]\")\n",
    "    roi_result = []\n",
    "    for v in range(len(val_data)):\n",
    "        result = unet.sess.run(unet.score, feed_dict={unet.x: val_data[v],unet.keep_prob: 1.0})\n",
    "        result = np.argmax(result,axis=3)[:,:,:,np.newaxis]\n",
    "        result = masking(result, Human_only=True)\n",
    "        roi_result += list(result)\n",
    "        pbar.update(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Ground Truth RoI Mask')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "idx=25\n",
    "fig, plot = plt.subplots(1,3)\n",
    "fig.set_size_inches(15, 15)\n",
    "plot[0].imshow(val_img[idx][:,:,[2,1,0]])\n",
    "plot[0].set_title(\"Original Image\")\n",
    "plot[1].imshow(roi_result[idx][:,:,[2,1,0]])\n",
    "plot[1].set_title(\"Predicted RoI Mask\")\n",
    "plot[2].imshow(masking(val_roi[idx][np.newaxis,:,:], Human_only=True)[0])\n",
    "plot[2].set_title(\"Ground Truth RoI Mask\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
